Repository Analysis

QwenLM/qwen-code

An open-source AI coding agent that lives in your terminal.

4.3 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of QwenLM/qwen-code, a TypeScript project with 26,008 GitHub stars. SynthScan v2.0 examined 2,314,095 lines of code across 6414 source files, recording 6307 pattern matches distributed across 23 syntactic categories. The overall adjusted score of 4.3 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.3
Adjusted Score
4.3
Raw Score
100%
Time Factor
2026-07-14
Last Push
26.0K
Stars
TypeScript
Language
2.3M
Lines of Code
6.4K
Files
6.3K
Pattern Hits
2026-07-14
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 13HIGH 31MEDIUM 1568LOW 4695

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 6307 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators1415 hits · 4336 pts
SeverityFileLineSnippetContext
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts27// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts29// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts173// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts175// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts200// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts202// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts222 // ── Factory ──────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts278 // ── Lifecycle ────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts366 // ── Input ────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts403 // ── Wait ─────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts475 // ── Capture ──────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts641 // ── Output access ────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts697 // ── Cleanup ──────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts719 // ── Internal: flush PTY → xterm.js ──────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts753 // ── Internal: resolve xterm.js path ─────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts767 // ── Internal: build HTML ────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/terminal-capture.ts876 // ── Internal: utils ─────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/scenario-runner.ts17// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/scenario-runner.ts19// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/scenario-runner.ts89// ─────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/terminal-capture/scenario-runner.ts91// ─────────────────────────────────────────────COMMENT
MEDIUM…terminal-capture/skill-review-harness/text-capture.tsx300 // ── BEFORE ────────────────────────────────────────────────────────────────COMMENT
MEDIUMintegration-tests/cli/qwen-serve-client-mcp.test.ts666 // ── The model→agent dispatch fired ──────────────────────────────────────COMMENT
MEDIUMintegration-tests/cli/qwen-serve-client-mcp.test.ts678 // ── SUCCESS PATH (session-scoped runtime MCP — #5626) ───────────────────COMMENT
MEDIUMintegration-tests/cli/qwen-serve-client-mcp.test.ts678 // ── SUCCESS PATH (session-scoped runtime MCP — #5626) ───────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md90 // ── 现有字段(保持不变) ──────────────────────────────────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md102 // ── Phase 1 新增:来源与执行类型 ──────────────────────────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md129 // ── Phase 1 新增:模式能力 ──────────────────────────────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md137 // ── Phase 1 新增:可见性 ──────────────────────────────────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md151 // ── Phase 3 预留:体验元数据(Phase 1 仅定义,不使用)──────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md398 // ── 现有方法(保持不变)────────────────────────────────────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md403 // ── Phase 1 新增方法 ──────────────────────────────────────────────────COMMENT
MEDIUMdocs/design/slash-command/phase1-technical-design.md538// ─────────────────────────────────────────COMMENT
MEDIUMscripts/test-rewind-e2e.sh2# =============================================================================COMMENT
MEDIUMscripts/test-rewind-e2e.sh20# =============================================================================COMMENT
MEDIUMscripts/test-rewind-e2e.sh40# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh42# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh249# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh251# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh268# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh270# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh313# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh315# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh360# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh362# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh386# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh388# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh416# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh418# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh455# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-rewind-e2e.sh457# ---------------------------------------------------------------------------COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts14 // ── Bearer tokens ──────────────────────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts36 // ── QQBot tokens ──────────────────────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts44 // ── Authorization header catch-all ────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts58 // ── DingTalk access token header ──────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts66 // ── API key prefixes ──────────────────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts121 // ── AWS access key IDs ────────────────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts127 // ── Key=value secret assignments ──────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts175 // ── JSON-quoted secret fields ───────────────────────────────────COMMENT
MEDIUMpackages/acp-bridge/src/logRedaction.test.ts195 // ── URL-embedded credentials ──────────────────────────────────────COMMENT
1355 more matches not shown…
Hyper-Verbose Identifiers2496 hits · 2507 pts
SeverityFileLineSnippetContext
LOW…kills/agent-reproduce-feature/scripts/capture_state.py186 def replace_quoted_key_quoted_value(match: re.Match[str]) -> str:CODE
LOWintegration-tests/test-helper.ts27export function createToolCallErrorMessage(CODE
LOWintegration-tests/terminal-bench/qwen_code.py58 def _install_agent_script_path(self) -> os.PathLike:CODE
LOW…-tests/terminal-capture/subagent-flicker-regression.ts173function buildSubagentSingleToolCall(CODE
LOW…-tests/terminal-capture/subagent-flicker-regression.ts232function startSubagentFakeOpenAIServer(CODE
LOW…terminal-capture/skill-review-harness/text-capture.tsx119async function findGlobalInteractiveChunk(chunksDir: string) {CODE
LOW…concurrent-runner/export-html-from-chatrecord-jsonl.js377function injectDataIntoHtmlTemplate(template, data) {CODE
LOW…concurrent-runner/export-html-from-chatrecord-jsonl.js488function computeStartTimeFromRecords(records) {CODE
LOW…concurrent-runner/export-html-from-chatrecord-jsonl.js500function extractToolNameFromRecord(record) {CODE
LOW…concurrent-runner/export-html-from-chatrecord-jsonl.js642function transformPartsToToolCallContent(parts) {CODE
LOW…concurrent-runner/export-html-from-chatrecord-jsonl.js706function convertChatRecordsToSessionData(records) {CODE
LOW…concurrent-runner/export-html-from-chatrecord-jsonl.js774 function addOrMergeToolCallMessage(toolCallMessage) {CODE
LOW…concurrent-runner/export-html-from-chatrecord-jsonl.js913function buildSessionDataFromExportJsonl(objects) {CODE
LOWintegration-tests/cli/_daemon-harness.ts257export function approveWorkspaceMcpServers(CODE
LOWintegration-tests/cli/_daemon-benchmark-helpers.ts234export async function measureCliStartupWithProfiler(opts?: {CODE
LOWintegration-tests/sdk-typescript/system-control.test.ts32function createStreamingInputWithControlPoint(CODE
LOW…ration-tests/sdk-typescript/permission-control.test.ts45function createStreamingInputWithControlPoint(CODE
LOWintegration-tests/sdk-typescript/test-helper.ts720export function createControlledStreamingInput(CODE
LOWintegration-tests/sdk-typescript/test-helper.ts836export function assertSuccessfulCompletion(messages: SDKMessage[]): void {CODE
LOWintegration-tests/sdk-typescript/test-helper.ts975export function createToolCallErrorMessage(CODE
LOWdocs/design/custom-api-key-auth-wizard-prd.md541function generateCustomApiKeyEnvKey(protocol: string, baseUrl: string): string {CODE
LOWdocs/design/skill-required-capabilities.md143function skillMeetsRequiredCapabilities(skill: Skill, config: Config): boolean {CODE
LOW…s/design/2026-05-27-daemon-workspace-service-design.md208export function createDaemonWorkspaceService(CODE
LOWdocs/design/f2-mcp-transport-pool.md852export function isWorkspaceScopedBudgetEvent(CODE
LOWdocs/design/f2-mcp-transport-pool.md1218export function isWorkspaceScopedBudgetEvent(CODE
LOWdocs/design/telemetry-resource-attributes-design.md218function parseOtelResourceAttributes(CODE
LOWdocs/design/slash-command/phase1-technical-design.md336export function getEffectiveSupportedModes(cmd: SlashCommand): ExecutionMode[] {CODE
LOWdocs/design/slash-command/phase1-technical-design.md448function filterCommandsForNonInteractive(CODE
LOWdocs/design/slash-command/phase3-technical-design.md117export function getCommandSubcommandNames(cmd: SlashCommand): string[];CODE
LOW…/design/prompt-cache/global-tool-schema-stable-sort.md192function compareToolsByDeclarationName(CODE
LOWdocs/plans/2026-05-27-daemon-workspace-service.md973export function createDaemonWorkspaceService(CODE
LOWdocs/plans/2026-05-26-daemon-logger.md1060export function createSpawnChannelFactory(CODE
LOWscripts/clean-package-build-artifacts.js32export function cleanPackageBuildArtifacts({CODE
LOWscripts/verify-installation-release.js45function standaloneArchiveNamesFromReleaseTargets(releaseTargets) {CODE
LOWscripts/verify-installation-release.js181function assertExpectedChecksumEntries(checksums) {CODE
LOWscripts/verify-installation-release.js204async function assertRemoteAssetChecksums(CODE
LOWscripts/verify-installation-release.js289function assertNotRedirectResponse(response, displayUrl) {CODE
LOWscripts/build-standalone-release.js151function readClipboardPackageSpecs() {CODE
LOWscripts/daemon-dev.js68function serveArgsFromLauncherArgs() {CODE
LOWscripts/check-i18n.ts72export function shouldWriteUnusedKeysJson(): boolean {CODE
LOWscripts/check-i18n.ts162export function findForbiddenZhTwPatterns(CODE
LOWscripts/check-i18n.ts335function saveKeysOnlyInLocalesToJson(CODE
LOWscripts/workspaces.js13export function getWorkspacePackageJsonPaths(root, workspaces) {CODE
LOWscripts/desktop-openwork-sync.ts300async function ensureCommittedDesktopSource(CODE
LOWscripts/desktop-openwork-sync.ts456async function getMergeIntroducedCommits(CODE
LOWscripts/desktop-openwork-sync.ts512function targetAlreadySyncedCommit(CODE
LOWscripts/generate-settings-schema.ts50function convertItemDefinitionToJsonSchema(CODE
LOWscripts/generate-settings-schema.ts100function convertSettingToJsonSchema(CODE
LOWscripts/check-serve-fast-path-bundle.js129function findServePreListenRootOutputs(outputs) {CODE
LOWscripts/check-serve-fast-path-bundle.js201export function findServeFastPathBundleOffenders(metafile) {CODE
LOWscripts/check-serve-fast-path-bundle.js253export function formatServeFastPathBundleOffenders(offenders) {CODE
LOWscripts/get-release-version.js58function detectRollbackAndGetBaseline(npmDistTag) {CODE
LOWscripts/get-release-version.js223function getAndVerifyTags(npmDistTag, _gitTagPattern) {CODE
LOWscripts/get-release-version.js250function getLatestStableReleaseTag() {CODE
LOWscripts/prepare-package.js155function verifyNativeAudioCapturePackage(rootDir, distDir, { required } = {}) {CODE
LOWscripts/prepare-package.js331function assertNoSensitivePackageScanLiterals(distDir) {CODE
LOWscripts/prepare-package.js358function assertPreparedPackageSize(distDir, maxUnpackedBytes) {CODE
LOWscripts/prepare-package.js370function collectPreparedPackageFiles(distDir) {CODE
LOWscripts/build-hosted-installation-assets.js219async function buildHostedInstallationAssets(outDir, options = {}) {CODE
LOWscripts/build-hosted-installation-assets.js246function assertNoUnexpectedHostedFiles(outDir) {CODE
2436 more matches not shown…
Over-Commented Block1484 hits · 1378 pts
SeverityFileLineSnippetContext
LOWesbuild.config.js121 // collide with our injected bindings when code-splitting is enabled.COMMENT
LOWdocs-site/next-env.d.ts1/// <reference types="next" />COMMENT
LOWintegration-tests/cli/qwen-serve-routes.test.ts121 TOKEN,COMMENT
LOWintegration-tests/cli/qwen-serve-routes.test.ts281 expect(caps.v).toBe(1);COMMENT
LOWintegration-tests/cli/qwen-serve-routes.test.ts541 // Exactly one of the two reports `attached: false` (the spawn owner).COMMENT
LOWintegration-tests/cli/qwen-serve-routes.test.ts561 });COMMENT
LOWintegration-tests/cli/qwen-serve-baseline.test.ts441 );COMMENT
LOWintegration-tests/cli/qwen-serve-baseline.test.ts461 // workspace budget controller's reserved count — 0 when budgetsCOMMENT
LOWintegration-tests/cli/qwen-serve-client-mcp.test.ts81// `mcp__<server>__<tool>` name (see `DiscoveredMCPTool`), and a tool call mustCOMMENT
LOWintegration-tests/cli/qwen-serve-client-mcp.test.ts401 ws.close();COMMENT
LOWintegration-tests/cli/qwen-serve-streaming.test.ts41// Match the rest of the integration suite: prefer `TEST_CLI_PATH`COMMENT
LOWintegration-tests/cli/qwen-serve-streaming.test.ts381 expect([voteA.status, voteB.status].sort()).toEqual([200, 404]);COMMENT
LOWintegration-tests/cli/acp-integration.test.ts101 // Use --acp by default, but allow testing with --experimental-acp for backward compatibilityCOMMENT
LOWdocs/design/telemetry-subagent-spans-design.md321COMMENT
LOWdocs/plans/2026-05-26-daemon-logger.md1061 options: SpawnChannelFactoryOptions = {},COMMENT
LOWdocs/users/qwen-serve.md601> identifier; new setups should use a currently supported auth provider.COMMENT
LOWdocs/developers/examples/daemon-client-quickstart.md41// read back the daemon's primary workspace.COMMENT
LOWscripts/build_package.js1/**COMMENT
LOWscripts/sandbox_command.js1/**COMMENT
LOWscripts/start.js1/**COMMENT
LOWscripts/esbuild-shims.js21import { dirname } from 'node:path';COMMENT
LOWscripts/build.js1/**COMMENT
LOWscripts/build.js41// 1. core (foundation package, includes test-utils)COMMENT
LOWscripts/test-rewind-e2e.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/clean.js1/**COMMENT
LOWscripts/generate-git-commit-info.js1/**COMMENT
LOWscripts/build_vscode_companion.js1/**COMMENT
LOWscripts/build_sandbox.js1/**COMMENT
LOWscripts/copy_files.js1#!/usr/bin/env nodeCOMMENT
LOWscripts/sign-release.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/copy_bundle_assets.js1/**COMMENT
LOWscripts/build-hosted-installation-assets.js141};COMMENT
LOWpackages/acp-bridge/src/workspacePaths.ts41 */COMMENT
LOWpackages/acp-bridge/src/bridgeClient.test.ts241 const client = makeClient({ writeText: vi.fn(), readText });COMMENT
LOWpackages/acp-bridge/src/eventBus.ts321 * `httpAcpBridge.ts` are defense-in-depth, not load-bearing, andCOMMENT
LOWpackages/acp-bridge/src/eventBus.ts401 };COMMENT
LOWpackages/acp-bridge/src/eventBus.ts421 // `warned` flag clears only after `WARN_RESET_RATIO` hysteresisCOMMENT
LOWpackages/acp-bridge/src/eventBus.ts541 if (opts.lastEventId !== undefined) {COMMENT
LOWpackages/acp-bridge/src/eventBus.ts561 // that called this "TERMINAL" — that's misleading for oncall;COMMENT
LOWpackages/acp-bridge/src/eventBus.ts641 // The ring only ever contains live events (publish() alwaysCOMMENT
LOWpackages/acp-bridge/src/eventBus.ts661 // has no positive signal that replay drained — they have toCOMMENT
LOWpackages/acp-bridge/src/eventBus.ts701 // never iterates again — without this the entry would linger inCOMMENT
LOWpackages/acp-bridge/src/eventBus.test.ts721 ).toHaveLength(1);COMMENT
LOWpackages/acp-bridge/src/eventBus.test.ts761 const bus = new EventBus();COMMENT
LOWpackages/acp-bridge/src/eventBus.test.ts801 const abort = new AbortController();COMMENT
LOWpackages/acp-bridge/src/eventBus.test.ts981 // Must `await` the iteration: the prior `void (async () => …)()` formCOMMENT
LOWpackages/acp-bridge/src/bridge.test.ts3281 });COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts3721 // from the moment `channelFactory(boundWorkspace)` returns, butCOMMENT
LOWpackages/acp-bridge/src/bridge.test.ts3801 const bridge = makeBridge({COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts3821 // sat AFTER initialize, so any number of yields here would stillCOMMENT
LOWpackages/acp-bridge/src/bridge.test.ts3841 void spawnPromise;COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts3881 // The second session is on the fresh channel (handles[1]), notCOMMENT
LOWpackages/acp-bridge/src/bridge.test.ts6181 await bridge.shutdown();COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts6681 });COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts6801 outcome: { outcome: string };COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts7701 } finally {COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts10061 // Exactly one event got through. Codex review fix #1 changedCOMMENT
LOWpackages/acp-bridge/src/bridge.test.ts10161 expect(collected[0]?.type).toBe('mcp_budget_warning');COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts10261COMMENT
LOWpackages/acp-bridge/src/bridge.test.ts11881 // = A` would (1) skip `A.sessionIds.delete()` becauseCOMMENT
1424 more matches not shown…
Structural Annotation Overuse206 hits · 362 pts
SeverityFileLineSnippetContext
LOW.qwen/skills/desktop-pet/SKILL.md20## Step 1: Identify the CharacterCOMMENT
LOW.qwen/skills/desktop-pet/SKILL.md34## Step 2: Design the Color PaletteCOMMENT
LOW.qwen/skills/desktop-pet/SKILL.md50## Step 3: Generate the SpritesheetCOMMENT
LOW.qwen/skills/desktop-pet/SKILL.md77## Step 4: Create `pet.json`COMMENT
LOW.qwen/skills/desktop-pet/SKILL.md95## Step 5: Verify and ActivateCOMMENT
LOW.qwen/skills/memory-leak-debug/SKILL.md20## Step 1: Start the CLI with Snapshot SignalCOMMENT
LOW.qwen/skills/memory-leak-debug/SKILL.md62## Step 2: Exercise the Suspected LeakCOMMENT
LOW.qwen/skills/memory-leak-debug/SKILL.md78## Step 3: Start chrome-devtools DaemonCOMMENT
LOW.qwen/skills/memory-leak-debug/SKILL.md87## Step 4: Identify the LeakCOMMENT
LOW.qwen/skills/memory-leak-debug/SKILL.md126## Step 5: Identify Root CauseCOMMENT
LOW.qwen/skills/memory-leak-debug/SKILL.md141## Step 6: Verify FixCOMMENT
LOW.qwen/skills/bugfix/SKILL.md24## Step 1: Read The IssueCOMMENT
LOW.qwen/skills/bugfix/SKILL.md49## Step 2: ReproduceCOMMENT
LOW.qwen/skills/bugfix/SKILL.md58## Step 3: FixCOMMENT
LOW.qwen/skills/bugfix/SKILL.md67## Step 4: VerifyCOMMENT
LOW.qwen/skills/bugfix/SKILL.md82## Step 5: TestsCOMMENT
LOW.qwen/skills/bugfix/SKILL.md88## Step 6: Self-Audit and Code ReviewCOMMENT
LOWintegration-tests/concurrent-runner/runner.py904 # Step 1: Create worktreeCOMMENT
LOWintegration-tests/concurrent-runner/runner.py911 # Step 2: Run CLICOMMENT
LOWintegration-tests/concurrent-runner/runner.py916 # Step 3: SuccessCOMMENT
LOWintegration-tests/concurrent-runner/runner.py953 # Step 5: Collect session log (before cleanup)COMMENT
LOWintegration-tests/concurrent-runner/runner.py937 # Step 4: Capture git diff (before cleanup)COMMENT
LOWintegration-tests/concurrent-runner/runner.py976 # Step 7: CleanupCOMMENT
LOW…tion-tests/interactive/file-system-interactive.test.ts45 // Step 1: Read the fileCOMMENT
LOW…tion-tests/interactive/file-system-interactive.test.ts59 // Step 2: Write the fileCOMMENT
LOWdocs/design/custom-api-key-auth-wizard-prd.md201### Step 1: Select ProtocolCOMMENT
LOWdocs/design/custom-api-key-auth-wizard-prd.md227### Step 2: Enter Base URLCOMMENT
LOWdocs/design/custom-api-key-auth-wizard-prd.md298### Step 3: Enter API KeyCOMMENT
LOWdocs/design/custom-api-key-auth-wizard-prd.md325### Step 4: Enter Model IDsCOMMENT
LOWdocs/design/custom-api-key-auth-wizard-prd.md366### Step 5: Review JSONCOMMENT
LOWdocs/design/custom-api-key-auth-wizard-prd.md447### Step 6: Save and AuthenticateCOMMENT
LOWdocs/plans/2026-05-28-computer-use-built-in.md1783 // Step 1: install approval gate.COMMENT
LOWdocs/plans/2026-05-28-computer-use-built-in.md1799 // Step 2: spawn (idempotent).COMMENT
LOWdocs/plans/2026-05-28-computer-use-built-in.md1805 // Step 3: macOS permission probe + guide.COMMENT
LOWdocs/e2e-tests/worktree-phase-c.md484# Step 1: enter worktreeCOMMENT
LOWdocs/e2e-tests/worktree-phase-c.md490# Step 2: read the absolute worktree path so the model knows where to writeCOMMENT
LOWdocs/e2e-tests/worktree-phase-c.md501# Step 3: Exit with keep via the toolCOMMENT
LOWdocs/e2e-tests/worktree-phase-c.md507# Step 4: Verify worktree still on disk after exitCOMMENT
LOWdocs/users/quickstart.md15## Step 1: Install Qwen CodeCOMMENT
LOWdocs/users/quickstart.md55## Step 2: Set up authenticationCOMMENT
LOWdocs/users/quickstart.md88## Step 3: Start your first sessionCOMMENT
LOWdocs/users/configuration/auth.md167#### Step 1: Configure models and providers in `~/.qwen/settings.json`COMMENT
LOWdocs/users/configuration/auth.md226#### Step 2: Set environment variablesCOMMENT
LOWdocs/users/configuration/auth.md292#### Step 3: Switch models with `/model`COMMENT
LOWdocs/users/extension/getting-started-extensions.md9## Step 1: Create a New ExtensionCOMMENT
LOWdocs/users/extension/getting-started-extensions.md29## Step 2: Understand the Extension FilesCOMMENT
LOWdocs/users/extension/getting-started-extensions.md112## Step 3: Build and Link Your ExtensionCOMMENT
LOWdocs/users/extension/getting-started-extensions.md141## Step 4: Add a Custom CommandCOMMENT
LOWdocs/users/extension/getting-started-extensions.md170## Step 5: Add Custom Skills and Subagents (Optional)COMMENT
LOWdocs/users/extension/getting-started-extensions.md251## Step 6: Add a Custom `QWEN.md`COMMENT
LOWdocs/users/extension/getting-started-extensions.md282## Step 7: Releasing Your ExtensionCOMMENT
LOW…er/rust/crates/cua-driver/tests/protocol_media_test.rs191 // Step 1: click with from_zoom=true and NO prior zoom context — expect error.COMMENT
LOW…er/rust/crates/cua-driver/tests/protocol_media_test.rs202 // Step 2: call zoom on that window to store context.COMMENT
LOW…er/rust/crates/cua-driver/tests/protocol_media_test.rs219 // Step 3: click with from_zoom=true — should NOT return the "no zoom context" error.COMMENT
LOW…driver/rust/crates/platform-windows/src/tools/impl_.rs2443 // Step 2: pin overlay to target window, then animate to screen coords.COMMENT
LOW…driver/rust/crates/platform-windows/src/tools/impl_.rs2446 // Step 3: click pulse + actual click.COMMENT
LOW…river/rust/crates/platform-macos/src/input/skylight.rs375 // Step 3: defocus previous front.COMMENT
LOW…river/rust/crates/platform-macos/src/input/skylight.rs381 // Step 4: focus target.COMMENT
LOW…a-driver/rust/crates/platform-macos/src/input/mouse.rs242 // Step 1: mouseMoved at target (phase=2, clickState=0).COMMENT
LOW…a-driver/rust/crates/platform-macos/src/input/mouse.rs250 // Step 2: off-screen primer click — opens Chromium user-activation gateCOMMENT
146 more matches not shown…
AI Slop Vocabulary84 hits · 278 pts
SeverityFileLineSnippetContext
MEDIUMpackages/cua-driver/rust/crates/cua-driver/Cargo.toml76# Shared integration-test harness (MCP/CLI transports, child reaping, paths,COMMENT
MEDIUM…river/rust/crates/cua-driver/tests/harness_wpf_test.rs588 // coords, so it's the more robust slider integration test.COMMENT
MEDIUM…/cua-driver/tests/modality_desktop_scope_linux_test.rs18//! #[ignore] (needs an X11/Xwayland display + AT-SPI + the GTK3 harness). Run:COMMENT
MEDIUM…/cua-driver/tests/modality_desktop_scope_linux_test.rs80/// carries that aid and has a frame, so we're robust to the exact field name.COMMENT
MEDIUMpackages/cua-driver/rust/crates/cua-driver/src/serve.rs859/// (EV cert per #1602) so Windows AIS would elevate it to UIAccess integrity atCOMMENT
MEDIUM…-driver/rust/crates/platform-linux/src/atspi/native.rs1006/// Vision/pixel click that actually lands — the Wayland answer (and a robustCOMMENT
MEDIUM…driver/rust/crates/platform-windows/src/tools/impl_.rs3950 // the string. Documented gap-closer (PR #1699 harness exposed).COMMENT
MEDIUM…ust/crates/platform-windows/src/tools/page_bookmark.rs146/// is robust against re-renders that change the title mid-flight.COMMENT
MEDIUM…a-driver/rust/crates/platform-macos/src/tools/click.rs177 // screenshot width / logical screen width. This is robust even whenCOMMENT
LOWpackages/cua-driver/scripts/_install-local-rust.sh384 # every rebuild regardless, so resetting it would just add friction.COMMENT
MEDIUMpackages/cua-driver/scripts/_install-common.sh118 # user's `qwen-cua-driver-foo` test harness or any scriptCOMMENT
MEDIUMpackages/cua-driver/scripts/_install-common.sh177 # robust to a missing trailing newline.COMMENT
MEDIUMpackages/cua-driver/test-harness/smoke/macos.sh4# Spawns the built AppKit harness app from libs/cua-driver/rust/test-apps/harness-appkitCOMMENT
MEDIUMpackages/cua-driver/test-harness/smoke/macos.sh5# (source lives under libs/cua-driver/test-harness/apps/macos),COMMENT
MEDIUMpackages/cua-driver/test-harness/smoke/macos.sh17# - libs/cua-driver/test-harness/build/macos.sh must have been runCOMMENT
MEDIUMpackages/cua-driver/test-harness/smoke/macos.sh94# Resolve harness window via list_windows (so window_id is the real one).COMMENT
MEDIUMpackages/cua-driver/test-harness/smoke/macos.sh156 # Coordinate-based clicks against the harness window's known scenarios.COMMENT
MEDIUM…driver/test-harness/linux-container/modality_matrix.sh13# Paths derive from $HOME so the same harness drives both container lanes:COMMENT
MEDIUM…ckages/cua-driver/test-harness/linux-container/calc.sh2# cua-driver modality test harness for the XFCE-in-a-container lane.COMMENT
MEDIUM…kages/cua-driver/test-harness/linux-container/derec.sh2# cua-driver desktop modality + recording harness — the SSH/VM lane.COMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py20 # window-local POINTS (measured live against the rebuilt parity harness, window 700x1112).COMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py27 # window-local POINTS (measured live against the rebuilt parity harness, window 700x820).COMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py51HX, HY = 0, 40 # harness top-leftCODE
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py165# ---------- harness state reader (parse AX tree_markdown) ----------COMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py170 # web harness exposes plain-text status labels (counter=N, mirror=..., etc.)COMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py178 # NATIVE (appkit/swiftui): rebuilt parity harness exposes the SAME web-style statusCOMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py252# launch harnessCOMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py275# make harness visible (recording carve-out) + position LEFTCOMMENT
MEDIUM…iver/test-harness/modality-recordings/macos/mac-rec.py410 # Web harness (WKWebView / Electron). AX mode dispatches by element_index — AXPress works onCOMMENT
MEDIUM…/test-harness/modality-recordings/linux/lin-harness.py4# accessible name. The harness also (a) exports each named widget's screen rectCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py2# Linux modality recorder for the ELECTRON harness — parity with the WindowsCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py8# - launches the Electron app (Chromium) instead of lin-harness.pyCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py9# - resolves the harness window by substring "CuaTestHarness Electron" (cdp-suffixed title)COMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py10# - reads BOTH control geometry AND harness state from the web-AX treeCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py147# position windows: harness LEFT, dashboard RIGHT + aboveCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py155# GENUINE foreground baseline before each action: a real, ACTIVATED, non-harness window.COMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py158# action click-activates the target, the harness silently stays the active window and every laterCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py160# so it stays invisible in the recording but remains a valid activatable non-harness foregroundCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py77# ---------- per-action EFFECT verifier: read the web harness's own status labels via web-AX ----------COMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py180 # so each action is measured against a true non-harness foreground baseline. Then re-assert theCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py191# resolve harness windowCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py314 # anchor ONTO the harness; "held" is the anchor staying active. (fg modes keep the harness inCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py322 # measure: steal = active window moved OFF the anchor baseline onto the harness after the action.COMMENT
MEDIUM…-harness/modality-recordings/linux/lin-rec-electron.py99 return "na" # press-key (Tab): no observable harness-state effectCODE
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py74 # did the action actually change the harness's state?COMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py123# position windows: harness LEFT, dashboard RIGHT + aboveCOMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py131# GENUINE foreground baseline before each action: a real, ACTIVATED, non-harness window.COMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py134# action click-activates the target, the harness silently stays the active window and every laterCOMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py136# so it stays invisible in the recording but remains a valid activatable non-harness foregroundCOMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py4# Produces one single-modality recording: GTK3 harness LEFT, WebKit dashboard RIGHTCOMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py82 return "na" # press-key (Tab): no observable harness-state effect to assertCODE
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py156 # so each action is measured against a true non-harness foreground baseline. Then re-assert theCOMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py167# resolve harness windowCOMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py269 # anchor ONTO the harness; "held" is the anchor staying active. (fg modes keep the harness inCOMMENT
MEDIUM…iver/test-harness/modality-recordings/linux/lin-rec.py277 # measure: steal = active window moved OFF the anchor baseline onto the harness after the action.COMMENT
MEDIUM…-harness/modality-recordings/linux/lin-all-electron.sh2# Run all 5 modality recordings against the Electron harness, save re-encodedCOMMENT
MEDIUM…-harness/modality-recordings/linux/lin-run-electron.sh3# launches lin-rec-electron.py (which spawns the Electron harness itself).COMMENT
MEDIUM…er/test-harness/vision-agent-test/vision_agent_test.py219 # WKWebView harness click-target, WINDOW scope. Web <span> consumesCOMMENT
MEDIUM…er/test-harness/vision-agent-test/vision_agent_test.py231 # AppKit harness click-target, WINDOW scope. NSButton. Coordinate mapsCOMMENT
MEDIUM…er/test-harness/vision-agent-test/vision_agent_test.py245 # WKWebView harness click-target, DESKTOP scope — THE 2x RETINA PATH, theCOMMENT
24 more matches not shown…
Verbosity Indicators140 hits · 261 pts
SeverityFileLineSnippetContext
LOWintegration-tests/concurrent-runner/runner.py904 # Step 1: Create worktreeCOMMENT
LOWintegration-tests/concurrent-runner/runner.py911 # Step 2: Run CLICOMMENT
LOWintegration-tests/concurrent-runner/runner.py916 # Step 3: SuccessCOMMENT
LOWintegration-tests/concurrent-runner/runner.py953 # Step 5: Collect session log (before cleanup)COMMENT
LOWintegration-tests/concurrent-runner/runner.py937 # Step 4: Capture git diff (before cleanup)COMMENT
LOWintegration-tests/concurrent-runner/runner.py976 # Step 7: CleanupCOMMENT
LOW…tion-tests/interactive/file-system-interactive.test.ts45 // Step 1: Read the fileCOMMENT
LOW…tion-tests/interactive/file-system-interactive.test.ts59 // Step 2: Write the fileCOMMENT
LOW…er/rust/crates/cua-driver/tests/protocol_media_test.rs191 // Step 1: click with from_zoom=true and NO prior zoom context — expect error.COMMENT
LOW…er/rust/crates/cua-driver/tests/protocol_media_test.rs202 // Step 2: call zoom on that window to store context.COMMENT
LOW…er/rust/crates/cua-driver/tests/protocol_media_test.rs219 // Step 3: click with from_zoom=true — should NOT return the "no zoom context" error.COMMENT
LOW…driver/rust/crates/platform-windows/src/tools/impl_.rs2443 // Step 2: pin overlay to target window, then animate to screen coords.COMMENT
LOW…driver/rust/crates/platform-windows/src/tools/impl_.rs2446 // Step 3: click pulse + actual click.COMMENT
LOW…river/rust/crates/platform-macos/src/input/skylight.rs375 // Step 3: defocus previous front.COMMENT
LOW…river/rust/crates/platform-macos/src/input/skylight.rs381 // Step 4: focus target.COMMENT
LOW…a-driver/rust/crates/platform-macos/src/input/mouse.rs242 // Step 1: mouseMoved at target (phase=2, clickState=0).COMMENT
LOW…a-driver/rust/crates/platform-macos/src/input/mouse.rs250 // Step 2: off-screen primer click — opens Chromium user-activation gateCOMMENT
LOW…a-driver/rust/crates/platform-macos/src/input/mouse.rs267 // Step 3: target click pair(s) with clickState stepped 1→N for double-clickCOMMENT
LOW…es/cua-driver/rust/tests/integration/v2/test_safari.py252 # Step 1: click the text input first to put focus inside Safari's web contentCOMMENT
LOW…es/cua-driver/rust/tests/integration/v2/test_safari.py258 # Step 2: click the textareaCOMMENT
LOW…es/cua-driver/rust/tests/integration/v2/test_safari.py264 # Step 3: type — keystrokes go to the focused elementCOMMENT
LOW…er/test-harness/vision-agent-test/vision_agent_test.py115# Step 1: CAPTURECOMMENT
LOW…er/test-harness/vision-agent-test/vision_agent_test.py147# Step 2: LOCATE — pluggable. Contract: (image, expected_dims) -> pixel.COMMENT
LOW…er/test-harness/vision-agent-test/vision_agent_test.py177# Step 3: ACTCOMMENT
LOW…er/test-harness/vision-agent-test/vision_agent_test.py194# Step 4: VERIFY — pluggable oracle. Reads the TARGET's own resulting state.COMMENT
LOWpackages/core/src/tools/computer-use/bootstrap.ts236 // Step 1: install approval gate (gates the download).COMMENT
LOWpackages/core/src/tools/computer-use/bootstrap.ts258 // Step 2: ensure the binary is present (download on first use; no-op after).COMMENT
LOWpackages/core/src/tools/computer-use/bootstrap.ts261 // Step 3: macOS permission flow (one permission at a time; see file header).COMMENT
LOWpackages/core/src/tools/computer-use/bootstrap.ts266 // Step 4: spawn the proxy against the now-granted daemon.COMMENT
LOWpackages/core/src/core/geminiChat.test.ts2281 // Step 1: auto-compression fails — counter increments on the chat.COMMENT
LOWpackages/core/src/core/geminiChat.test.ts2306 // Step 2: a forced /compress succeeds. After this, the counter mustCOMMENT
LOWpackages/core/src/core/geminiChat.test.ts2325 // Step 3: next auto-compression sees the reset counter.COMMENT
LOWpackages/core/src/core/geminiChat.test.ts3780 // Step 1: latch the breaker via MAX_CONSECUTIVE_FAILURES below-hardCOMMENT
LOWpackages/core/src/core/geminiChat.test.ts3812 // Step 2: bump lastPromptTokenCount into hard tier and send again.COMMENT
LOWpackages/core/src/core/geminiChat.test.ts3844 // Step 3: verify the post-call reset took effect on the chat. ACOMMENT
LOWpackages/core/src/core/geminiChat.ts1747 // Step 1: force microcompaction (clear old tool results + media)COMMENT
LOWpackages/core/src/core/geminiChat.ts1760 // Step 2: strip thinking parts from model turnsCOMMENT
LOW…core/src/core/openaiContentGenerator/converter.test.ts5237 // Step 1: Simulate what transformMcpContentToParts returns for a FigmaCOMMENT
LOW…core/src/core/openaiContentGenerator/converter.test.ts5246 // Step 2: convertToFunctionResponse wraps the MCP resultCOMMENT
LOW…core/src/core/openaiContentGenerator/converter.test.ts5255 // Step 3: Build the conversation history (model tool call + tool result)COMMENT
LOW…core/src/core/openaiContentGenerator/converter.test.ts5275 // Step 4: Convert to OpenAI formatCOMMENT
LOWpackages/core/src/extension/marketplace.ts416 // Step 1: Parse source into repo and optional pluginNameCOMMENT
LOWpackages/core/src/extension/marketplace.ts423 // Step 2: Determine repo type with correct priority orderCOMMENT
LOWpackages/core/src/extension/marketplace.ts500 // Step 3: If marketplace config exists, update type to marketplaceCOMMENT
LOWpackages/core/src/extension/gemini-converter.ts87 // Step 1: Copy all files and directories to temporary directoryCOMMENT
LOWpackages/core/src/extension/gemini-converter.ts90 // Step 2: Convert TOML commands to Markdown in commands folderCOMMENT
LOWpackages/core/src/extension/gemini-converter.ts96 // Step 3: Create qwen-extension.json with converted configCOMMENT
LOWpackages/core/src/extension/claude-converter.ts458 // Step 1: Load marketplace.jsonCOMMENT
LOWpackages/core/src/extension/claude-converter.ts489 // Step 2: Resolve plugin source directory based on source fieldCOMMENT
LOWpackages/core/src/extension/claude-converter.ts508 // Step 3: Load and merge plugin.json if exists (based on strict mode)COMMENT
LOWpackages/core/src/models/modelsConfig.test.ts435 // Step 1: Switch to a provider model - this applies provider configCOMMENT
LOWpackages/core/src/models/modelsConfig.test.ts455 // Step 2: User manually sets credentials via updateCredentialsCOMMENT
LOWpackages/core/src/models/modelsConfig.ts992 // Step 1: If modelId exists in registry, always use config from modelRegistryCOMMENT
LOWpackages/core/src/models/modelsConfig.ts1078 // Step 2: Check if there are existing credentials from other sources (not modelProviders)COMMENT
LOWpackages/core/src/models/modelsConfig.ts1117 // Step 3: Fall back to default model for the authTypeCOMMENT
LOWpackages/core/src/models/modelsConfig.ts1127 // Step 4: No default available - leave generationConfig incompleteCOMMENT
LOWpackages/core/src/services/usageHistoryService.test.ts609 // Step 1: open /stats (first time) during the live session.COMMENT
LOWpackages/core/src/services/usageHistoryService.test.ts612 // Step 2: /clear or exit.COMMENT
LOWpackages/core/src/services/usageHistoryService.test.ts621 // Step 3: re-open /stats.COMMENT
LOWpackages/desktop/scripts/build-server.ts821 // Step 1: CleanCOMMENT
80 more matches not shown…
Excessive Try-Catch Wrapping163 hits · 194 pts
SeverityFileLineSnippetContext
LOW.qwen/skills/desktop-pet/scripts/gen_spritesheet.py244 except Exception:CODE
LOW…wen/skills/agent-reproduce-feature/scripts/llm_dump.py142 except Exception as exc:CODE
MEDIUMintegration-tests/concurrent-runner/runner.py1065 print(f"Error: Config file not found: {args.config}", file=sys.stderr)CODE
LOWintegration-tests/concurrent-runner/runner.py926 except Exception as e:CODE
LOWintegration-tests/concurrent-runner/runner.py950 except Exception as e:CODE
LOWintegration-tests/concurrent-runner/runner.py963 except Exception as e:CODE
LOWintegration-tests/concurrent-runner/runner.py246 except Exception:CODE
LOWintegration-tests/concurrent-runner/runner.py346 except Exception as e:CODE
LOWintegration-tests/concurrent-runner/runner.py1077 except Exception as e:CODE
MEDIUMdocs/users/features/hooks.md1307 print(f"Error: Invalid JSON input: {e}", file=sys.stderr)CODE
MEDIUMdocs/developers/sdk-python.md65 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMdocs/developers/sdk-python.md111 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMdocs/developers/sdk-python.md268 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMdocs/developers/sdk-python.md328 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMdocs/developers/sdk-python.md369 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMdocs/developers/sdk-python.md401 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMdocs/developers/sdk-python.md429 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMdocs/developers/sdk-python.md462 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md59 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md103 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md201 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md272 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md350 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md382 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md410 print(f"Error: {error.get('message', 'Unknown error')}")CODE
MEDIUMpackages/sdk-python/README.md442 print(f"Error: {error.get('message', 'Unknown error')}")CODE
LOWpackages/sdk-python/scripts/smoke_real.py365 except Exception as exc:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py123 except Exception as exc:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py141 except Exception as exc:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py165 except Exception as exc: # pragma: no cover - critical propagation pathCODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py217 except Exception as exc: # pragma: no cover - fatal background pathCODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py254 except Exception as exc:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py299 except Exception as exc:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py470 except Exception as exc:CODE
MEDIUMpackages/sdk-python/src/qwen_code_sdk/query.py113def _initialize(self) -> None:CODE
MEDIUMpackages/sdk-python/src/qwen_code_sdk/query.py126def _send_single_turn_prompt(self) -> None:CODE
MEDIUMpackages/sdk-python/src/qwen_code_sdk/query.py150def _message_router(self) -> None:CODE
MEDIUMpackages/sdk-python/src/qwen_code_sdk/query.py212def runner() -> None:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/transport.py105 except Exception:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py53 except Exception:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py75 except Exception as exc:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py164 except Exception:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py174 except Exception:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py186 except Exception:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py207 except Exception:CODE
LOWpackages/cua-driver/python/build_wheel.py128 except Exception as e:CODE
LOWpackages/cua-driver/python/build_wheel.py160 except Exception as e:CODE
LOWpackages/cua-driver/python/src/cua_driver/wrapper.py69 except Exception as e:CODE
MEDIUMpackages/cua-driver/python/src/cua_driver/wrapper.py70 print(f"Error executing cua-driver: {e}", file=sys.stderr)CODE
LOWpackages/cua-driver/wayland-helper/install.sh17except Exception: l = []CODE
LOW…cua-driver/rust/crates/platform-linux/src/atspi/mod.rs178except Exception as e:CODE
LOW…river/rust/tests/integration/test_cursor_visibility.py249 except Exception:CODE
LOW…river/rust/tests/integration/test_cursor_visibility.py269 except Exception as e:CODE
LOW…river/rust/tests/integration/test_cursor_visibility.py341 except Exception:CODE
LOW…river/rust/tests/integration/test_cursor_visibility.py364 except Exception as e:CODE
LOW…iver/rust/tests/integration/test_focus_steal_parity.py95 except Exception:CODE
LOW…ges/cua-driver/rust/tests/integration/driver_client.py55 except Exception:CODE
LOW…ges/cua-driver/rust/tests/integration/driver_client.py60 except Exception:CODE
LOW…ges/cua-driver/rust/tests/integration/driver_client.py77 except Exception:CODE
LOW…iver/rust/tests/integration/test_concurrent_drivers.py212 except Exception as e:CODE
103 more matches not shown…
Hallucination Indicators13 hits · 170 pts
SeverityFileLineSnippetContext
CRITICAL…/openaiContentGenerator/openaiContentGenerator.test.ts175 generatorWithClient.pipeline.client.embeddings.create.mockRejectedValue(CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts323 expect(instance.containerView.setBounds.mock.calls.at(-1)?.[0]).toEqual({CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts329 expect(instance.containerView.setBorderRadius.mock.calls.at(-1)?.[0]).toBe(0)CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts330 expect(instance.toolbarView.setBorderRadius.mock.calls.at(-1)?.[0]).toBe(0)CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts331 expect(instance.pageView.setBorderRadius.mock.calls.at(-1)?.[0]).toBe(0)CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts332 expect(instance.nativeOverlayView.setBorderRadius.mock.calls.at(-1)?.[0]).toBe(0)CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts333 expect(instance.pageView.setBackgroundColor.mock.calls.at(-1)?.[0]).toBe('#00000000')CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts336 expect(instance.toolbarView.setBounds.mock.calls.at(-1)?.[0]).toEqual({CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts342 expect(instance.pageView.setBounds.mock.calls.at(-1)?.[0]).toEqual({CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts356 expect(instance.containerView.setBounds.mock.calls.at(-1)?.[0]).toEqual({CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts415 instance.pageView.webContents.loadURL.mock.calls.filter(CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts814 const sendCallsAfterShow = instance.window.webContents.send.mock.calls.slice(sendsBeforeShow)CODE
CRITICAL…ectron/src/main/__tests__/browser-pane-manager.test.ts847 const sendCallsAfterFinishLoad = instance.window.webContents.send.mock.calls.slice(sendsBeforeFinishLoad)CODE
Unused Imports113 hits · 98 pts
SeverityFileLineSnippetContext
LOW.qwen/skills/desktop-pet/scripts/gen_spritesheet.py16CODE
LOW…kills/agent-reproduce-feature/scripts/capture_state.py4CODE
LOW…wen/skills/agent-reproduce-feature/scripts/llm_dump.py7CODE
LOW…skills/agent-reproduce-align/scripts/compare_traces.py4CODE
LOW…kills/agent-reproduce-align/scripts/normalize_trace.py4CODE
LOWintegration-tests/concurrent-runner/runner.py9CODE
LOWintegration-tests/concurrent-runner/runner.py20CODE
LOWintegration-tests/concurrent-runner/runner.py30CODE
LOWintegration-tests/concurrent-runner/runner.py30CODE
LOWpackages/sdk-python/tests/unit/test_validation.py1CODE
LOWpackages/sdk-python/tests/unit/test_transport.py1CODE
LOWpackages/sdk-python/tests/unit/test_query_core.py1CODE
LOWpackages/sdk-python/tests/integration/conftest.py1CODE
LOW…ckages/sdk-python/tests/integration/test_sync_query.py1CODE
LOW…kages/sdk-python/tests/integration/test_async_query.py1CODE
LOWpackages/sdk-python/scripts/smoke_real.py8CODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py3CODE
LOWpackages/sdk-python/src/qwen_code_sdk/transport.py3CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py3CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py8CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py8CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py8CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py8CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py8CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py15CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py39CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py39CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py41CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py3CODE
LOWpackages/sdk-python/src/qwen_code_sdk/types.py3CODE
53 more matches not shown…
Modern AI Meta-Vocabulary34 hits · 97 pts
SeverityFileLineSnippetContext
MEDIUMdocs/e2e-tests/2026-05-19-oom-reproduction-report.md209### 为什么 128K context window 更容易触发COMMENT
MEDIUMdocs/users/configuration/settings.md171| `model.chatCompression.contextPercentageThreshold` | number | **REMOVED.** Replaced by `context.autoCompactThreshold`CODE
MEDIUMdocs/users/features/arena.md201## Comparison with other multi-agent modesCOMMENT
MEDIUMdocs/users/features/dual-output.md63### Multi-agent orchestrationCOMMENT
MEDIUMdocs/users/features/approval-mode.md260### Safety guardrailsCOMMENT
MEDIUMdocs/developers/daemon/09-event-schema.md63### MCP guardrails (PR 14b + F2)COMMENT
MEDIUMscripts/copy_bundle_assets.js106 // Copy extension templates so bundled dist/cli.js can scaffoldCOMMENT
MEDIUM…river/rust/crates/cua-driver-core/src/text_sanitize.rs19//! closing tags before the text leaves the tool layer. Three guardrailsCOMMENT
MEDIUM…river/rust/crates/cua-driver-core/src/text_sanitize.rs59/// See module docs for the false-positive guardrails. The function isCOMMENT
MEDIUMpackages/core/src/index.ts319// Foundational utilities (paths, storage scaffold, type definitions, constants)COMMENT
MEDIUMpackages/core/src/tools/priorReadEnforcement.ts132 * fires identically for both tools. Issue #2499 (model hallucinatesCOMMENT
MEDIUMpackages/core/src/tools/mcp-client-manager.test.ts2162// Issue #4175 PR 14: MCP client guardrails (counter + slot reservation +COMMENT
MEDIUMpackages/core/src/tools/mcp-client-manager.test.ts2162// Issue #4175 PR 14: MCP client guardrails (counter + slot reservation +COMMENT
MEDIUMpackages/core/src/core/turn.ts434// A turn manages the agentic loop turn within the server context.COMMENT
MEDIUM…s/core/src/core/anthropicContentGenerator/converter.ts833 // `messages.content`. In agentic loops the last user message afterCOMMENT
MEDIUM…e/src/core/anthropicContentGenerator/converter.test.ts2069 // Regression: in agentic loops the last user message is typically aCOMMENT
MEDIUMpackages/core/src/memory/extract.ts110 // Per-project scaffold is required (extraction cursor + metadata liveCOMMENT
MEDIUMpackages/core/src/memory/extract.ts111 // there). User-level scaffold is optional — a brand-new user withoutCOMMENT
MEDIUMpackages/core/src/memory/extract.ts182 // cursor. Catch + warn, same shape as the user-level scaffold above.COMMENT
MEDIUMpackages/core/src/memory/manager.test.ts1146 // still be the scaffold's initial value, not the cancelled-run'sCOMMENT
MEDIUMpackages/core/src/memory/extract.test.ts546 it('BUG #6311: should NOT advance cursor when agent makes zero tool calls (hallucination)', async () => {CODE
MEDIUMpackages/core/src/memory/userMemory.test.ts137 // Unlike per-project scaffold, no meta.json / extract-cursor.jsonCOMMENT
MEDIUMpackages/desktop/CONTRIBUTING.md75│ ├── server-core/ # Server/session orchestrationCODE
MEDIUMpackages/desktop/packages/shared/src/config/storage.ts361 // the place where the app should scaffold config/status/label files.COMMENT
MEDIUM…desktop/packages/messaging-gateway/src/pairing.test.ts70 // Internal access is ugly but cheaper than a fake-clock scaffold.COMMENT
MEDIUM…ron/src/transport/__tests__/channel-map-parity.test.ts39// Compile-time guardrails: if these fail, CHANNEL_MAP and ElectronAPI drifted.COMMENT
MEDIUM…kages/desktop/apps/electron/src/shared/route-parser.ts197 // Automations navigator - supports type filters (scheduled, event, agentic)COMMENT
MEDIUM…kages/desktop/apps/electron/src/shared/route-parser.ts203 // Check for type filter: automations/scheduled, automations/event, automations/agenticCOMMENT
MEDIUM…kages/desktop/apps/electron/src/shared/route-parser.ts334 // Build base from filter (automations, automations/scheduled, automations/event, automations/agentic)COMMENT
MEDIUMpackages/cli/src/ui/voice/voice-keyterms.test.ts93 '# project terms\n\n Kubernetes # container orchestration \nIssue #42\nPR #5817\nC#\nF#\n # indented commentCODE
MEDIUMpackages/cli/src/ui/voice/voice-keyterms.test.ts96 expect(terms).toContain('Kubernetes # container orchestration');CODE
MEDIUMpackages/cli/src/serve/run-qwen-serve.ts2174 // The MCP client guardrails enforce in the ACP child process (whereCOMMENT
MEDIUMpackages/cli/src/serve/server.test.ts292 // init scaffold, and MCP server restart).COMMENT
MEDIUMpackages/sdk-typescript/src/daemon/events.ts2068 // QWEN.md scaffold was performed.COMMENT
Cross-Language Confusion18 hits · 95 pts
SeverityFileLineSnippetContext
HIGHpackages/sdk-python/tests/unit/test_query_core.py481 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py491 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py125 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py146 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py181 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py236 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py250 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py271 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py279 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py333 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py347 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py406 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py420 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py569 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py600 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py627 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py654 transport.push(CODE
HIGHpackages/sdk-python/tests/unit/test_query_core.py691 transport.push(CODE
Deep Nesting50 hits · 46 pts
SeverityFileLineSnippetContext
LOW.qwen/skills/desktop-pet/scripts/gen_spritesheet.py72CODE
LOW.qwen/skills/desktop-pet/scripts/gen_spritesheet.py194CODE
LOW…kills/agent-reproduce-feature/scripts/capture_state.py255CODE
LOW…kills/agent-reproduce-feature/scripts/capture_state.py480CODE
LOW…kills/agent-reproduce-align/scripts/normalize_trace.py77CODE
LOWintegration-tests/concurrent-runner/runner.py892CODE
LOWpackages/sdk-python/src/qwen_code_sdk/transport.py91CODE
LOWpackages/sdk-python/src/qwen_code_sdk/validation.py83CODE
LOWpackages/cua-driver/python/build_wheel.py27CODE
LOWpackages/cua-driver/python/build_wheel.py106CODE
LOWpackages/cua-driver/python/build_wheel.py132CODE
LOWpackages/cua-driver/python/build_wheel.py166CODE
LOWpackages/cua-driver/python/build_wheel.py213CODE
LOW…river/rust/tests/integration/test_cursor_visibility.py48CODE
LOW…driver/rust/tests/integration/test_background_focus.py286CODE
LOW…ges/cua-driver/rust/tests/integration/driver_client.py97CODE
LOW…s/cua-driver/rust/tests/integration/v2/test_blender.py57CODE
LOW…iver/test-harness/modality-recordings/macos/mac-rec.py380CODE
LOW…iver/test-harness/modality-recordings/macos/mac-rec.py409CODE
LOW…iver/test-harness/modality-recordings/macos/mac-rec.py454CODE
LOW…-harness/modality-recordings/linux/lin-rec-electron.py268CODE
LOW…iver/test-harness/modality-recordings/linux/lin-rec.py232CODE
LOW…/.agents/skills/desktop-pet/scripts/gen_spritesheet.py72CODE
LOW…/.agents/skills/desktop-pet/scripts/gen_spritesheet.py194CODE
LOW…s/desktop/apps/electron/resources/scripts/xlsx_tool.py69CODE
LOW…s/desktop/apps/electron/resources/scripts/xlsx_tool.py124CODE
LOW…s/desktop/apps/electron/resources/scripts/xlsx_tool.py188CODE
LOW…s/desktop/apps/electron/resources/scripts/xlsx_tool.py320CODE
LOW…s/desktop/apps/electron/resources/scripts/docx_tool.py88CODE
LOW…s/desktop/apps/electron/resources/scripts/docx_tool.py161CODE
LOW…s/desktop/apps/electron/resources/scripts/docx_tool.py295CODE
LOW…s/desktop/apps/electron/resources/scripts/docx_tool.py358CODE
LOW…es/desktop/apps/electron/resources/scripts/pdf_tool.py71CODE
LOW…es/desktop/apps/electron/resources/scripts/pdf_tool.py465CODE
LOW…es/desktop/apps/electron/resources/scripts/pdf_tool.py647CODE
LOW…es/desktop/apps/electron/resources/scripts/pdf_tool.py684CODE
LOW…es/desktop/apps/electron/resources/scripts/pdf_tool.py1022CODE
LOW…es/desktop/apps/electron/resources/scripts/pdf_tool.py1244CODE
LOW…es/desktop/apps/electron/resources/scripts/doc_diff.py86CODE
LOW…es/desktop/apps/electron/resources/scripts/doc_diff.py125CODE
LOW…s/desktop/apps/electron/resources/scripts/ical_tool.py123CODE
LOW…s/desktop/apps/electron/resources/scripts/ical_tool.py176CODE
LOW…s/desktop/apps/electron/resources/scripts/ical_tool.py286CODE
LOW…es/desktop/apps/electron/resources/scripts/img_tool.py76CODE
LOW…es/desktop/apps/electron/resources/scripts/img_tool.py208CODE
LOW…es/desktop/apps/electron/resources/scripts/img_tool.py264CODE
LOW…s/desktop/apps/electron/resources/scripts/pptx_tool.py44CODE
LOW…s/desktop/apps/electron/resources/scripts/pptx_tool.py165CODE
LOW…s/desktop/apps/electron/resources/scripts/pptx_tool.py251CODE
LOW…s/desktop/apps/electron/resources/scripts/pptx_tool.py305CODE
Fake / Example Data42 hits · 44 pts
SeverityFileLineSnippetContext
LOW…capture/table-pending-height-scroll-lock-regression.ts65 'lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod tempor incididunt ut labore et dolore magna aliCODE
LOW…capture/table-pending-height-scroll-lock-regression.ts65 'lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod tempor incididunt ut labore et dolore magna aliCODE
LOWintegration-tests/cli/qwen-serve-routes.test.ts158 OPENAI_API_KEY: 'fake-key',CODE
LOW…tegration-tests/cli/qwen-serve-channel-workers.test.ts239 OPENAI_API_KEY: 'fake-key',CODE
LOW…tegration-tests/cli/qwen-serve-channel-workers.test.ts419 OPENAI_API_KEY: 'fake-key',CODE
LOWintegration-tests/cli/qwen-serve-client-mcp.test.ts133 OPENAI_API_KEY: 'fake-key',CODE
LOWintegration-tests/cli/qwen-serve-streaming.test.ts136 OPENAI_API_KEY: 'fake-key',CODE
LOWintegration-tests/sdk-typescript/tool-control.test.ts381 OPENAI_API_KEY: 'fake-key',CODE
LOWintegration-tests/sdk-typescript/tool-control.test.ts1105 OPENAI_API_KEY: 'fake-key',CODE
LOW…on-tests/interactive/protocol-tags-interactive.test.ts115 'fake-key',CODE
LOW…river/rust/crates/cua-driver-core/src/text_sanitize.rs229 let ok = "Lorem ipsum dolor sit amet.";CODE
LOW…river/rust/crates/cua-driver-core/src/text_sanitize.rs229 let ok = "Lorem ipsum dolor sit amet.";CODE
LOW…ua-driver/rust/crates/platform-macos/src/tools/page.rs242 "['tagName','textContent','href','id','class','type','value','placeholder','name']"CODE
LOWpackages/core/src/core/geminiChat.test.ts9222 const filler = 'lorem ipsum dolor sit amet '.repeat(20);CODE
LOWpackages/core/src/core/geminiChat.test.ts9222 const filler = 'lorem ipsum dolor sit amet '.repeat(20);CODE
LOWpackages/core/src/utils/fileUtils.test.ts2743 actualNodeFs.writeFileSync(testTextFilePath, 'placeholder');CODE
LOWpackages/mobile-mcp/CHANGELOG.md32* iOS: Added 'placeholder' to view tree responseCOMMENT
LOW…/shared/src/sources/__tests__/multi-header-e2e.test.ts235 'X-Auth-Email': 'user@example.com',CODE
LOW…/shared/src/sources/__tests__/multi-header-e2e.test.ts242 expect(headers['X-Auth-Email']).toBe('user@example.com');CODE
LOW…shared/src/sources/__tests__/multi-header-auth.test.ts192 'X-Auth-Email': 'user@example.com',CODE
LOW…shared/src/sources/__tests__/multi-header-auth.test.ts203 expect(headers['X-Auth-Email']).toBe('user@example.com');CODE
LOW…es/desktop/apps/electron/resources/docs/data-tables.md35 { "name": "Acme Corp", "revenue": 4200000, "growth": 0.152, "active": true, "tier": "Enterprise" },CODE
LOW…es/desktop/apps/electron/resources/docs/data-tables.md65| `text` | Any string | Plain text | `"John Doe"` | John Doe |CODE
LOW…tron/src/renderer/playground/registry/edit-popover.tsx427 name: 'placeholder',CODE
LOW…lectron/src/renderer/playground/registry/turn-card.tsx1678 name: 'Acme Corp',CODE
LOW…electron/src/renderer/playground/registry/messages.tsx473 email: 'user@example.com',CODE
LOW…electron/src/renderer/playground/registry/messages.tsx860 email: 'user@example.com',CODE
LOW…pps/electron/src/renderer/playground/registry/chat.tsx1393 name: 'placeholder',CODE
LOW…n/src/renderer/utils/__tests__/auth-validation.test.ts229 expect(validateBasicAuthCredentials('user@example.com', 'pass', true)).toBe(true)CODE
LOWpackages/cli/src/validateNonInterActiveAuth.test.ts249 process.env['OPENAI_API_KEY'] = 'fake-key';CODE
LOWpackages/cli/src/validateNonInterActiveAuth.test.ts268 process.env['OPENAI_API_KEY'] = 'fake-key';CODE
LOWpackages/cli/src/validateNonInterActiveAuth.test.ts350 process.env['OPENAI_API_KEY'] = 'fake-key';CODE
LOWpackages/cli/src/validateNonInterActiveAuth.test.ts389 process.env['OPENAI_API_KEY'] = 'fake-key';CODE
LOWpackages/cli/src/validateNonInterActiveAuth.test.ts486 process.env['OPENAI_API_KEY'] = 'fake-key';CODE
LOWpackages/cli/src/validateNonInterActiveAuth.test.ts526 process.env['OPENAI_API_KEY'] = 'fake-key';CODE
LOWpackages/cli/src/ui/utils/MermaidDiagram.test.tsx41 lines: ['placeholder'],CODE
LOW…kages/cli/src/ui/components/shared/text-buffer.test.ts1547 const longText = `not only five centuries, but also the leap into electronic typesetting, remaining essentially unCODE
LOW…kages/cli/src/ui/components/shared/text-buffer.test.ts1550It is a long established fact that a reader will be distracted by the readable content of a page when looking at its layCODE
LOW…kages/cli/src/ui/components/shared/text-buffer.test.ts1553Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin literatureCODE
LOWpackages/cli/src/ui/hooks/useCommandCompletion.test.ts241 const text = 'user@example.com';CODE
LOWpackages/cli/src/config/auth.test.ts42 process.env['OPENAI_API_KEY'] = 'fake-key';CODE
LOW…webui/src/components/ChatViewer/ChatViewer.stories.tsx145 'You can define an interface in TypeScript like this:\n\n```typescript\ninterface User {\n id: number;\n name:CODE
Synthetic Comment Markers5 hits · 38 pts
SeverityFileLineSnippetContext
HIGH…desktop/packages/ui/src/components/markdown/linkify.ts249 // (e.g., AI-generated `[commit](https://github.com/...)` → `\`commit\``)COMMENT
HIGH…op/packages/server-core/src/sessions/SessionManager.ts1070 // Session name (user-defined or AI-generated)COMMENT
HIGH…s/desktop/apps/electron/src/renderer/atoms/sessions.ts184 // Include plan messages as final responses (they're AI-generated content)COMMENT
HIGH…es/desktop/apps/electron/src/renderer/utils/session.ts89 // Include plan messages as final responses (they're AI-generated content)COMMENT
HIGHpackages/cli/src/serve/web-shell-static.ts35 // (the SPA renders AI-generated markdown) cannot repoint relative URLs to anCOMMENT
Magic Placeholder Names5 hits · 25 pts
SeverityFileLineSnippetContext
HIGHdocs/users/qwen-serve-deploy-local.md107 <string>PASTE-YOUR-TOKEN-HERE</string>CODE
HIGHdocs/users/configuration/model-providers.md390> BAILIAN_CODING_PLAN_API_KEY=your-api-key-hereCODE
HIGHdocs/developers/tools/web-search.md165 "TAVILY_API_KEY": "your-api-key-here"CODE
HIGH…ckages/desktop/apps/electron/resources/docs/sources.md393 "BRAVE_API_KEY": "your-api-key"CODE
HIGH…lectron/src/renderer/playground/registry/turn-card.tsx1747Authorization: Bearer YOUR_API_KEYCODE
Example Usage Blocks10 hits · 16 pts
SeverityFileLineSnippetContext
LOWscripts/test-rewind-e2e.sh18# Usage:COMMENT
LOWscripts/sign-release.sh4# Usage:COMMENT
LOWscripts/installation/install-qwen-with-source.sh7# Usage:COMMENT
LOWscripts/installation/install-qwen-standalone.sh7# Usage:COMMENT
LOWpackages/cua-driver/rust/tests/integration/run_tests.sh4# Usage:COMMENT
LOWpackages/cua-driver/scripts/uninstall.sh54# Usage:COMMENT
LOWpackages/cua-driver/scripts/sync-from-upstream.sh13# Usage:COMMENT
LOWpackages/mobile-mcp/scripts/sync-from-upstream.sh4# Usage:COMMENT
LOWpackages/desktop/scripts/install-server.sh4# Usage:COMMENT
LOWpackages/desktop/scripts/docker-smoke-test.sh8# Usage:COMMENT
Cross-Language Confusion (JS/TS)3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHintegration-tests/cli/notebook-edit.test.ts141print(result)CODE
HIGHpackages/core/src/tools/todoWrite.ts167print("Hello World")CODE
HIGH…lectron/src/renderer/playground/registry/turn-card.tsx1340 elif model_type == "gradient_boosting":CODE
Self-Referential Comments4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMintegration-tests/concurrent-runner/runner.py214 # Create a unique branch for this worktree based on the specified branchCOMMENT
MEDIUM…es/desktop/apps/electron/resources/scripts/pdf_tool.py897 # Create a single-page image PDF and merge into outputCOMMENT
MEDIUMpackages/webui/scripts/add-license-header.sh34 # Create a temporary file with the license header followed by the original contentCOMMENT
MEDIUM.github/workflows/release-sdk.yml290 # Create a metadata file to record which CLI version was bundledCOMMENT
Redundant / Tautological Comments7 hits · 10 pts
SeverityFileLineSnippetContext
LOW…al-bench/ci-tasks/hello-world/tests/setup-uv-pytest.sh12# Check if we're in a valid working directoryCOMMENT
LOWscripts/create_alias.sh24# Check if the alias already existsCOMMENT
LOWpackages/desktop/scripts/docker-smoke-test.sh52 # Check if container is still runningCOMMENT
LOWpackages/desktop/scripts/install-app.sh41# Check if yq is available (optional, for YAML parsing)COMMENT
LOWpackages/desktop/scripts/install-app.sh90 # Check if we're entering a new file entryCOMMENT
LOWpackages/desktop/scripts/install-app.sh120 # Check if we're entering a new file entryCOMMENT
LOWpackages/webui/scripts/add-license-header.sh30 # Check if the file starts with the license headerCOMMENT
Modern Structural Boilerplate6 hits · 7 pts
SeverityFileLineSnippetContext
LOWpackages/sdk-python/src/qwen_code_sdk/query.py478 async def set_permission_mode(self, mode: str) -> None:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/query.py482 async def set_model(self, model: str) -> None:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/__init__.py65__all__ = [CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py117 def set_model(self, model: str) -> None:CODE
LOWpackages/sdk-python/src/qwen_code_sdk/sync_query.py123 def set_permission_mode(self, mode: str) -> None:CODE
LOWpackages/cua-driver/python/src/cua_driver/__init__.py11__all__ = ["run_cua_driver", "get_binary_path", "__version__"]CODE
Overly Generic Function Names6 hits · 6 pts
SeverityFileLineSnippetContext
LOW.qwen/skills/e2e-testing/scripts/mock-openai-server.js54function handleRequest({ body, inputTokens, requestIndex }) {CODE
LOWpackages/core/src/utils/fileUtils.test.ts930 '<?php\nfunction handleRequest() {\n return true;\n}\n',CODE
LOW…ed/src/utils/__tests__/binary-detection-base64.test.ts26 function processData(items: string[]): Map<string, number> {CODE
LOW…desktop/packages/server-core/src/webui/node-adapter.ts33async function handleRequest(CODE
LOW…top/apps/electron/resources/bridge-mcp-server/index.js2721 function getData($data, { dataLevel, dataNames, dataPathArr }) {CODE
LOW…top/apps/electron/resources/bridge-mcp-server/index.js9034 function getData($data, { dataLevel, dataNames, dataPathArr }) {CODE
AI Structural Patterns2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.qwen/skills/desktop-pet/scripts/gen_spritesheet.py194CODE
LOW…/.agents/skills/desktop-pet/scripts/gen_spritesheet.py194CODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUM…webui/src/components/ChatViewer/ChatViewer.stories.tsx112 "To create a React component, you can use either a function or a class. Here's a simple example of a functional CODE